provisioning
This glossary entry explains provisioning for AI governance and model risk programs. The sections below summarize what the term means in plain language, why chief AI officers and cross-functional committees track it, where teams often get confused, and—when you are signed in—how it shows up across major industries and in expectations tied to the EU AI Act and NIST AI RMF. Use related links at the end of the page to explore neighboring concepts without losing context.
What It Means
Provisioning is the process of setting up and granting access permissions to users, applications, or AI systems so they can use specific resources, data, or capabilities. It's essentially the digital equivalent of giving someone keys to certain rooms in a building - determining what they can access and what actions they can perform.
Why Chief AI Officers Care
Poor provisioning creates major security vulnerabilities where AI systems might access sensitive data they shouldn't see, or conversely, get blocked from data they need to function properly. CAIOs must ensure AI models and automated systems have precisely the right level of access - not too much that creates risk, not too little that hampers performance.
Real-World Example
When deploying a customer service AI chatbot, provisioning determines whether it can access customer purchase history (probably yes), payment card details (definitely no), and internal employee records (definitely no). The provisioning process sets these boundaries before the AI goes live.
Common Confusion
People often confuse provisioning with authentication - but provisioning is about what you can do once you're in the system, while authentication is just proving who you are to get in the door.
Industry-Specific Applications
See how this term applies to healthcare, finance, manufacturing, government, tech, and insurance.
Healthcare: In healthcare, provisioning involves granting clinicians, staff, and AI systems appropriate access to electronic health ...
Finance: In finance, provisioning refers to both access management for financial systems and the accounting practice of setting a...
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Includes:
- 6 industry-specific applications
- Relevant regulations by sector
- Real compliance scenarios
- Implementation guidance
Technical Definitions
NISTNational Institute of Standards and Technology
"The granting of access rights and executional privilege to an agent (human or machine) within an application(s) or system(s)."Source: IEEE_Guide_IPA
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